{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/yunus/anaconda2/lib/python2.7/site-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['imread']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "from scipy.ndimage import imread\n",
    "from scipy.misc import imresize\n",
    "#import cv2\n",
    "import sys"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# celebA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def face_detect(image):\n",
    "    cascPath = \"FaceDetect-master/haarcascade_frontalface_default.xml\"\n",
    "    # Create the haar cascade\n",
    "    faceCascade = cv2.CascadeClassifier(cascPath)\n",
    "\n",
    "    # Read the image\n",
    "    gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    # Detect faces in the image\n",
    "    faces = faceCascade.detectMultiScale(\n",
    "        gray,\n",
    "        scaleFactor=1.1,\n",
    "        minNeighbors=5,\n",
    "        minSize=(30, 30),\n",
    "        flags = cv2.CASCADE_SCALE_IMAGE\n",
    "    )\n",
    "\n",
    "    print \"Found {0} faces!\".format(len(faces))\n",
    "    \n",
    "    # Draw a rectangle around the faces\n",
    "    for (x, y, w, h) in faces:\n",
    "        cv2.rectangle(image, (x, y), (x+w, y+h), (0, 255, 0), 2)\n",
    "\n",
    "    cv2.imshow(\"Faces found\", image)\n",
    "    if len(faces) != 1:\n",
    "        return None, None\n",
    "    else:\n",
    "        return faces, image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "num_images = 202599\n",
    "rand_idx = np.random.choice(range(num_images), size=(32,), replace=False)\n",
    "#print rand_idx\n",
    "\n",
    "X = imread(\"/Volumes/microSSD/celebA/img_align_celeba/%06d.jpg\" % rand_idx[0])\n",
    "\n",
    "faces, rect_image = face_detect(np.copy(X))\n",
    "\n",
    "X_face = X[y:y+h, x:x+h, :]\n",
    "X_face = imresize(X_face, size=(50,50), interp=\"bicubic\")\n",
    "\n",
    "if faces is not None:\n",
    "    x, y, w, h = faces[0]\n",
    "\n",
    "    figure(); imshow(X)\n",
    "    figure(); imshow(rect_image)\n",
    "    figure(); imshow(X_face)\n",
    "\n",
    "    print faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = imresize(X, size=0.5, interp=\"bicubic\")\n",
    "\n",
    "print X.shape\n",
    "\n",
    "Xnorm = np.copy(X).astype(np.float64)\n",
    "Xg = np.zeros((X.shape[0], X.shape[1], 1))\n",
    "for i in xrange(3):\n",
    "    Xnorm[:, :, i] /= 255.0\n",
    "    #Xnorm[:, :, i] = Xnorm[:, :, i] * 2. - 1.\n",
    "    \n",
    "Xg[:, :, 0] = 0.2126 * Xnorm[:, :, 0] + 0.7152 * Xnorm[:, :, 1] + 0.0722 * Xnorm[:, :, 2]\n",
    "\n",
    "print Xnorm.dtype\n",
    "\n",
    "figure()\n",
    "imshow(X)\n",
    "figure() \n",
    "imshow(Xnorm)\n",
    "\n",
    "figure()\n",
    "\n",
    "imshow(Xg[:, :, 0], cmap=\"gray\")\n",
    "\n",
    "print Xg.min(), Xg.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open(\"/Volumes/microSSD/celebA/Anno/list_attr_celeba.txt\") as bbf:\n",
    "    lines = [line.strip() for line in bbf.readlines()]\n",
    "    \n",
    "print lines[0]\n",
    "\n",
    "print [(fidx, ff) for (fidx, ff) in enumerate(lines[1].split(\" \"))]\n",
    "    \n",
    "facial_features = [ ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open(\"/Volumes/microSSD/celebA/Anno/list_bbox_celeba.txt\") as bbf:\n",
    "    lines = [line.strip() for line in bbf.readlines()]\n",
    "    \n",
    "print lines[0]\n",
    "print lines[1]\n",
    "\n",
    "bboxes = []\n",
    "for bb_idx, bb_line in enumerate(lines[2:10]):\n",
    "    print bb_line\n",
    "    info = [token for token in bb_line.split(\" \") if len(token)]\n",
    "    assert len(info) == 5\n",
    "    print info\n",
    "    bboxes.append({\"i\": int(info[0].split(\".jpg\")[0]),\n",
    "                  \"x\": int(info[1]),\n",
    "                  \"y\": int(info[2]),\n",
    "                  \"width\": int(info[3]),\n",
    "                  \"height\": int(info[4])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open(\"/Volumes/microSSD/celebA/Anno/list_attr_celeba.txt\") as af:\n",
    "    lines = [line.strip() for line in af.readlines()]\n",
    "    \n",
    "print lines[0]\n",
    "print lines[1]\n",
    "\n",
    "attr_dict = {}\n",
    "for bb_idx, bb_line in enumerate(lines[2:10]):\n",
    "    info = [token for token in bb_line.split(\" \") if len(token)]\n",
    "    attr_dict[info[0]] = [int(tk) for tk in info[1:]]\n",
    "    \n",
    "print attr_dict[\"000001.jpg\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CIFAR-10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cPickle\n",
    "\n",
    "def _convert_images(raw):\n",
    "    \"\"\"\n",
    "    Convert images from the CIFAR-10 format and\n",
    "    return a 4-dim array with shape: [image_number, height, width, channel]\n",
    "    where the pixels are floats between 0.0 and 1.0.\n",
    "    \"\"\"\n",
    "    # Convert the raw images from the data-files to floating-points.\n",
    "    raw_float = np.array(raw, dtype=float) / 255.0\n",
    "\n",
    "    # Reshape the array to 4-dimensions.\n",
    "    images = raw_float.reshape([-1, 3, 32, 32])\n",
    "\n",
    "    # Reorder the indices of the array.\n",
    "    images = images.transpose([0, 2, 3, 1])\n",
    "\n",
    "    return images\n",
    "\n",
    "def process_batch(fn):\n",
    "    fo = open(fn, 'rb')\n",
    "    data_dict = cPickle.load(fo)\n",
    "    fo.close()\n",
    "    raw = data_dict[\"data\"]\n",
    "    images = _convert_images(raw)\n",
    "    \n",
    "    return images, data_dict[\"labels\"]\n",
    "    \n",
    "    \n",
    "def process_meta(mfn):\n",
    "    # Convert from binary strings.\n",
    "    fo = open(mfn, 'rb')\n",
    "    data_dict = cPickle.load(fo)\n",
    "    fo.close()\n",
    "    raw = data_dict[\"label_names\"]\n",
    "    print data_dict.keys()\n",
    "    names = [x.decode('utf-8') for x in raw]\n",
    "    \n",
    "    return names\n",
    "    \n",
    "\n",
    "batch_name = '/Users/yunus/Desktop/cifar-10-batches-py/data_batch_1'\n",
    "images, labels = process_batch(batch_name)\n",
    "\n",
    "meta_name = '/Users/yunus/Desktop/cifar-10-batches-py/batches.meta'\n",
    "names = process_meta(meta_name)\n",
    "\n",
    "print images.shape\n",
    "print labels[:10]\n",
    "\n",
    "print names\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rand_idx = np.random.randint(10000)\n",
    "\n",
    "fig, ax = subplots(figsize=(2, 2))\n",
    "ax.imshow(images[rand_idx], interpolation='nearest')\n",
    "\n",
    "print names[labels[rand_idx]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SVHN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import scipy.io as sio\n",
    "\n",
    "train_data = sio.loadmat(\"train_32x32.mat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(32, 32, 3, 73257)\n",
      "set([1, 2, 3, 4, 5, 6, 7, 8, 9, 10])\n"
     ]
    },
    {
     "data": {
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fCeTE8vZ9djJhEtTmLafvFdSjIDP/IZDTZJMfRs3OSXgXaY1eWJ2Hmje7sodA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\nGtIO/J12uob0/0U241Mr/i18AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b6f0410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print train_data[\"X\"].shape\n",
    "\n",
    "i = np.random.randint(70000)\n",
    "\n",
    "X = np.transpose(train_data[\"X\"], [3, 0, 1, 2])\n",
    "\n",
    "im = X[i] / 255.\n",
    "\n",
    "figure()\n",
    "imshow(im)\n",
    "\n",
    "y = [yy[0] for yy in train_data[\"y\"]]\n",
    "\n",
    "print set(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ImageNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/yunus/data/imagenet/val_256/n02093256\n",
      "['ILSVRC2012_val_256_00009642.JPEG', 'ILSVRC2012_val_256_00009051.JPEG', 'ILSVRC2012_val_256_00035952.JPEG', 'ILSVRC2012_val_256_00028332.JPEG', 'ILSVRC2012_val_256_00043171.JPEG', 'ILSVRC2012_val_256_00001710.JPEG', 'ILSVRC2012_val_256_00043305.JPEG', 'ILSVRC2012_val_256_00001844.JPEG', 'ILSVRC2012_val_256_00017865.JPEG', 'ILSVRC2012_val_256_00040678.JPEG', 'ILSVRC2012_val_256_00030399.JPEG', 'ILSVRC2012_val_256_00044003.JPEG', 'ILSVRC2012_val_256_00037318.JPEG', 'ILSVRC2012_val_256_00027428.JPEG', 'ILSVRC2012_val_256_00047652.JPEG', 'ILSVRC2012_val_256_00044717.JPEG', 'ILSVRC2012_val_256_00009949.JPEG', 'ILSVRC2012_val_256_00039743.JPEG', 'ILSVRC2012_val_256_00033683.JPEG', 'ILSVRC2012_val_256_00011925.JPEG', 'ILSVRC2012_val_256_00034733.JPEG', 'ILSVRC2012_val_256_00011583.JPEG', 'ILSVRC2012_val_256_00013508.JPEG', 'ILSVRC2012_val_256_00000248.JPEG', 'ILSVRC2012_val_256_00016494.JPEG', 'ILSVRC2012_val_256_00032018.JPEG', 'ILSVRC2012_val_256_00023541.JPEG', 'ILSVRC2012_val_256_00026058.JPEG', 'ILSVRC2012_val_256_00019759.JPEG', 'ILSVRC2012_val_256_00014047.JPEG', 'ILSVRC2012_val_256_00041620.JPEG', 'ILSVRC2012_val_256_00004771.JPEG', 'ILSVRC2012_val_256_00034790.JPEG', 'ILSVRC2012_val_256_00025951.JPEG', 'ILSVRC2012_val_256_00046547.JPEG', 'ILSVRC2012_val_256_00034055.JPEG', 'ILSVRC2012_val_256_00036989.JPEG', 'ILSVRC2012_val_256_00004077.JPEG', 'ILSVRC2012_val_256_00008532.JPEG', 'ILSVRC2012_val_256_00033319.JPEG', 'ILSVRC2012_val_256_00019931.JPEG', 'ILSVRC2012_val_256_00003792.JPEG', 'ILSVRC2012_val_256_00007444.JPEG', 'ILSVRC2012_val_256_00001222.JPEG', 'ILSVRC2012_val_256_00031334.JPEG', 'ILSVRC2012_val_256_00049485.JPEG', 'ILSVRC2012_val_256_00038280.JPEG', 'ILSVRC2012_val_256_00038130.JPEG', 'ILSVRC2012_val_256_00001419.JPEG', 'ILSVRC2012_val_256_00037333.JPEG']\n",
      "(256, 256, 3)\n",
      "255 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2d07861b50>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BWGK9/fQH+eSPIjCoKMkgqZDTgupC1gyaOFKBHCzrT7kW4zG/oaQbaivbPoFBfNDrzug7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hcy4DWmvHOQUa/zOBpZ5M+UpMomcFWgYy6SSp9rCkopFGtUPJoUR+QgY9buheAwhc828SohkiSv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6irivXRmssnVzx69IhPfPyjhLzHtR1Xlxusnck7z7gL9LOn6hySDejEl778Bapac7l9hZPT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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d07c31990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import glob\n",
    "from scipy.ndimage import imread\n",
    "\n",
    "dirnames = os.listdir(\"/home/yunus/data/imagenet/val_256\")\n",
    "\n",
    "rdir = os.path.join(\"/home/yunus/data/imagenet/val_256\", np.random.choice(dirnames))\n",
    "\n",
    "print rdir\n",
    "\n",
    "print os.listdir(rdir)\n",
    "\n",
    "for im_file in glob.glob(os.path.join(rdir, \"*.JPEG\")):\n",
    "    X = imread(im_file)\n",
    "    \n",
    "print X.shape\n",
    "print X.max(), X.min()\n",
    "\n",
    "imshow(X)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
